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Offline RL trajectories, game data, robot demonstrations, RLHF, multi-agent interaction
11,210 datasets
Arthur M. Glenberg from Radboud University Nijmegen presents experimental data on how knowledge of object locations and actions contributes to language comprehension. The dataset likely contains results from four experiments where participants judged sentences about normal or odd objects, with response times and compatibility effects analyzed. The experiments tested sentences describing states and actions, in both English and German.
A replication package for a research article proposing a type system for predictable hardware accelerator design. The package likely contains code and data related to the Dahlia language, which compiles to high-level synthesis C++. The work was authored by Rachit Nigam from Cornell University.
Sediment oxygen demand measurements from the upper 2 cm of seabed sediments in the eastern Joseph Bonaparte Gulf. The data were collected during two marine surveys (SOL4934 and SOL5117) in August-September 2009 and July-August 2010, involving collaborations with the Australian Institute of Marine Science and other institutions. This dataset was produced to support biophysical mapping and the identification of geohazards and sensitive environments for offshore infrastructure planning.
The Institute for Research on Innovation & Science (IRIS) UMETRICS Initiative provides administrative data from member universities on sponsored project awards, wage payments, vendor purchases, and subawards. This 2016Q3a release includes core financial files and crosswalk files linking individuals to dissertation topics and federal awards to grant content. The data was aggregated and de-identified by IRIS from university procurement and human resources systems.
A microfluidic device enables real-time, high-resolution imaging of hyphal interactions between fungi. The platform, developed by Alejandro Gimeno at the University of Zurich, demonstrates its function by studying the interaction between the biological control agent Clonostachys rosea and the plant pathogen Fusarium graminearum. The device can operate under both water-saturated, nutrient-rich and dry, nutrient-deficient conditions.
A paper from McGill University introduces a novel class of off-policy algorithms, batch-constrained reinforcement learning, designed for learning from fixed data. The work demonstrates that standard algorithms like DQN and DDPG fail in this setting due to extrapolation errors. It presents the first continuous control deep reinforcement learning algorithm effective for arbitrary, fixed batch data.
Release Area W11-18 in the offshore northern Perth Basin covers parts of the Abrolhos, Houtman and Vlaming sub-basins and the Beagle and Turtle Dove ridges. Geoscience Australia assessed the petroleum prospectivity, synthesizing data from fourteen new field wildcat wells drilled since 2001 and interpreting new regional 2D seismic data from 2008-2009. The assessment includes a refined tectono-stratigraphic model and identifies three petroleum discoveries within the area.
A critical question for assessing global greenhouse gas budgets is how much methane from seafloor cold seeps reaches the atmosphere. This dataset from the U.S. Geological Survey records 30-second-gridded methane and carbon dioxide concentrations in near-surface seawater and the atmospheric marine boundary layer, along with isotopic composition and environmental parameters from the West Spitsbergen margin in June 2014. The results of calculations required to determine the sea-air flux of methane and carbon dioxide are also provided.
The Cache Slough Complex and Sacramento River Deep Water Ship Channel in California's Sacramento-San Joaquin Delta were surveyed between 2017 and 2018. Data collection used multiple platforms including a research vessel, personal watercraft, and backpack-mounted GNSS systems to map underwater and land surfaces. The U.S. Geological Survey merged these new surveys with existing data to produce 1-meter resolution digital elevation models, funded by the U.S. Bureau of Reclamation.
Late Cretaceous to early Tertiary calcareous nannofossil data from samples dredged in the Great Australian Bight Basin during BMR Survey 66. The study, likely published by the Australian Ocean Data Network, compares offshore and onshore assemblages to interpret the geological history of Australia's southern margin. It provides evidence for marine ingressions, sea-level changes, and the influence of a proto-Leeuwin Current during the Eocene and Oligocene.
Low Emission Zones (LEZs) were introduced across Aberdeen, Dundee, Edinburgh, and Glasgow to improve air quality. The Scottish Government SpatialData.gov.scot provides data on these zones, with enforcement starting on 1 June 2023 in Glasgow and expanding to other cities in 2024. Planning and local grace periods continue at national and local authority levels.
Linz, Austria, provides a summary of financial commitments from orders at the end of the 2019 fiscal year. The data is governed by the Preliminary and Financial Statements Ordinance (VRV), which regulates supporting documentation for budget estimates. The dataset is published under a CC-BY-4.0 license by Cooperation OGD Österreich and Wikimedia Österreich.
Linz, Austria's municipal financial data for 2019, specifically concerning budgetary reserves. The dataset details funds accumulated for specific purposes or for budgetary equilibrium, as regulated by the Preliminary and Financial Statements Ordinance (VRV). It is published under a CC-BY-4.0 license by Cooperation OGD Österreich and Wikimedia Österreich.
Cash flows between individual services for services provided, as regulated by the Preliminary and Financial Statements Ordinance (VRV). The dataset originates from the Cooperation OGD Österreich and Wikimedia Österreich and is available under a CC-BY-4.0 license. The data is provided in PDF format.
Austrian municipal data from Linz for 2019 shows differences between booked amounts and actual cash flows in public accounts. The dataset is provided by Cooperation OGD Österreich and Wikimedia Österreich under a CC-BY-4.0 license. It is published on the EU Open Data platform.
The dataset details the 2018 clearance of accounts for the city of Linz, specifically the apportionment of office building management costs among various departments. It is based on the Ordinance on Estimates and Clearance of Accounts (VRV) and was aggregated by Cooperation OGD Österreich and Wikimedia Österreich. The data covers expenditure minus revenue for subsection 0290 (office building).
Derivative transaction data from the 2016 financial statements of the city of Linz, Austria. The dataset specifically documents interest rate swaps used to change rate fixation from variable to fixed interest rates or vice versa. It was published under the CC-BY-4.0 license by Cooperation OGD Österreich and Wikimedia Österreich.
Geoscience Australia acquired 653 km² of multibeam and backscatter data in 2012 to assess CO2 storage potential. The survey collected seabed samples from 43 stations and 6.65 km² of side-scan sonar imagery, focusing on the link between deep geological features and the seabed. Data reveals coralline red algal beds and fault-like structures in two areas on the Rottnest Shelf.
A study of 48 Holstein dairy heifers assessed their motivation to access additional space in a freestall barn. The data likely contains records of individual heifer weights pushed to access space, temporal use patterns, and group dynamics. The dataset was authored by Malina Suchon and last updated on Borealis Harvested Dataverse in July 2026.
England sawmills data from 1994 to 2019, broken down by English region. Provisional figures are released in May and final figures in September to support UK forestry statistics. The dataset is produced by the Forestry Commission.